Yes, he is "impeached" if House votes to impeach. He is not removed unless 2/3 of Senate vote to..

remove after a trial in the Senate.

I don't believe he is going anywhere now until January 2021 at the earliest.

In my view, they would have been better served to censure him and focus on the election.